Identifying cars using deep learning
That's definitely possible with Convolutional Neural Networks. You should follow Google's tutorial at:


  https://www.tensorflow.org/tutorials/deep_cnn#cifar-10_model


The tutorial will teach you how to build a deep learning model for classifying cars, trucks etc. It's an easy tutorial to follow.

Your model will build on images pixels. The classifier will know what a car looks like.